Inversion of Initial Field Based on a Temperature Transport Adjoint
文献类型:期刊论文
作者 | Jiao, Shengyi1,2; Huang, Shengmao1,2; Wang, Jianfeng2,3,4; Lv, Xianqing1,2 |
刊名 | JOURNAL OF MARINE SCIENCE AND ENGINEERING
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出版日期 | 2021-07-01 |
卷号 | 9期号:7页码:14 |
关键词 | initial field sea water temperature The South China Sea adjoint assimilation sea surface temperature vertical temperature observation |
DOI | 10.3390/jmse9070760 |
通讯作者 | Wang, Jianfeng(jfwang2013@qdio.ac.cn) ; Lv, Xianqing(xqinglv@ouc.edu.cn) |
英文摘要 | The setting of initial values is one of the key problems in ocean numerical prediction, with the accuracy of sea water temperature (SWT) simulation and prediction greatly affected by the initial field quality. In this paper, we describe the development of an adjoint assimilation model of temperature transport used to invert the initial temperature field by assimilating the observed data of sea surface temperature (SST) and vertical temperature. Two ideal experiments were conducted to verify the feasibility and validity of this method. By assimilating the "observed data", the mean absolute error (MAE) between the simulated temperature data and the "observed data" decreased from 1.74 degrees C and 1.87 degrees C to 0.13 degrees C and 0.14 degrees C, respectively. The spatial distribution of SST difference and the comparison of vertical data also indicate that the regional error of vertical data assimilation is smaller. In the practical experiment, the monthly average temperature field provided by World Ocean Atlas 2018 was selected as background filed and optimized by assimilating the SST data and Argo vertical temperature observation data, to invert the temperature field at 0 a.m. on 1 December 2014 in the South China Sea. Through data assimilation, MAE was reduced from 1.29 degrees C to 0.65 degrees C. In terms of vertical observations data comparison and SST spatial distribution, the temperature field obtained by inversion is in good agreement with SST and Argo observations. |
资助项目 | National Natural Science Foundation of China[42076011] ; National Natural Science Foundation of China[U1806214] ; National Natural Science Foundation of China[41706012] ; National key research and development program[2019YFC1408405] ; Innovation and Strengthen Project of Guangdong Province[2018KQNCX082] |
WOS研究方向 | Engineering ; Oceanography |
语种 | 英语 |
WOS记录号 | WOS:000676209300001 |
出版者 | MDPI |
源URL | [http://ir.qdio.ac.cn/handle/337002/175754] ![]() |
专题 | 海洋研究所_海洋环流与波动重点实验室 |
通讯作者 | Wang, Jianfeng; Lv, Xianqing |
作者单位 | 1.Ocean Univ China, Key Lab Phys Oceanog, Minist Educ, Qingdao 266100, Peoples R China 2.Pilot Natl Lab Marine Sci & Technol Qingdao, Qingdao 266237, Peoples R China 3.Chinese Acad Sci, Ctr Ocean Megasci, Qingdao 266071, Peoples R China 4.Chinese Acad Sci, Inst Oceanol, CAS Key Lab Ocean Circulat & Waves, Qingdao 266071, Peoples R China |
推荐引用方式 GB/T 7714 | Jiao, Shengyi,Huang, Shengmao,Wang, Jianfeng,et al. Inversion of Initial Field Based on a Temperature Transport Adjoint[J]. JOURNAL OF MARINE SCIENCE AND ENGINEERING,2021,9(7):14. |
APA | Jiao, Shengyi,Huang, Shengmao,Wang, Jianfeng,&Lv, Xianqing.(2021).Inversion of Initial Field Based on a Temperature Transport Adjoint.JOURNAL OF MARINE SCIENCE AND ENGINEERING,9(7),14. |
MLA | Jiao, Shengyi,et al."Inversion of Initial Field Based on a Temperature Transport Adjoint".JOURNAL OF MARINE SCIENCE AND ENGINEERING 9.7(2021):14. |
入库方式: OAI收割
来源:海洋研究所
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